What do Jalapeno Cheetos taste like? It's not a spicy either, with a mild rolling burn that never gets too uncomfortable.” Brand Eating did observe that “the jalapeno notes cover up a little bit of the signature cheddar flavor,” which might be a strike against them if you're into Cheetos for the cheese factor